Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295534 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
CO (ppm) is highly overall correlated with Time (s) and 9 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 10 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 8 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 6 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Humidity (%r.h.) and 14 other fields | High correlation |
R5 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R6 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R7 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 3 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -101.9754107) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32165 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:30:43.262001 |
|---|---|
| Analysis finished | 2022-12-20 08:32:32.626691 |
| Duration | 1 minute and 49.36 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295534 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45466.252 |
| Minimum | 0 |
|---|---|
| Maximum | 90909.697 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4549.2139 |
| Q1 | 22740.01 |
| median | 45480.967 |
| Q3 | 68200.558 |
| 95-th percentile | 86367.118 |
| Maximum | 90909.697 |
| Range | 90909.697 |
| Interquartile range (IQR) | 45460.548 |
Descriptive statistics
| Standard deviation | 26247.285 |
|---|---|
| Coefficient of variation (CV) | 0.57729158 |
| Kurtosis | -1.2004342 |
| Mean | 45466.252 |
| Median Absolute Deviation (MAD) | 22730.425 |
| Skewness | -0.00077195217 |
| Sum | 1.3436823 × 1010 |
| Variance | 6.8891995 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60654.468 | 1 | < 0.1% |
| 60626.399 | 1 | < 0.1% |
| 60626.094 | 1 | < 0.1% |
| 60625.788 | 1 | < 0.1% |
| 60625.484 | 1 | < 0.1% |
| 60625.178 | 1 | < 0.1% |
| 60624.873 | 1 | < 0.1% |
| 60624.569 | 1 | < 0.1% |
| 60624.264 | 1 | < 0.1% |
| Other values (295524) | 295524 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.31 | 1 | |
| 0.619 | 1 | |
| 0.929 | 1 | |
| 1.238 | 1 | |
| 1.546 | 1 | |
| 1.856 | 1 | |
| 2.165 | 1 | |
| 2.475 | 1 | |
| 2.782 | 1 |
| Value | Count | Frequency (%) |
| 90909.697 | 1 | |
| 90909.392 | 1 | |
| 90909.087 | 1 | |
| 90908.783 | 1 | |
| 90908.476 | 1 | |
| 90908.171 | 1 | |
| 90907.866 | 1 | |
| 90907.56 | 1 | |
| 90907.253 | 1 | |
| 90906.948 | 1 |
| Distinct | 303 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8982688 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32165 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.426852 |
|---|---|
| Coefficient of variation (CV) | 0.64929051 |
| Kurtosis | -1.2333938 |
| Mean | 9.8982688 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0092984047 |
| Sum | 2925275 |
| Variance | 41.304426 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32165 | |
| 6.67 | 29255 | |
| 17.78 | 29254 | |
| 15.56 | 29250 | |
| 8.89 | 29247 | |
| 2.22 | 29243 | |
| 4.44 | 29238 | |
| 13.33 | 29238 | |
| 11.11 | 29182 | |
| 20 | 29168 | |
| Other values (293) | 294 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32165 | |
| 0.1465 | 1 | < 0.1% |
| 0.2198 | 1 | < 0.1% |
| 0.2842 | 1 | < 0.1% |
| 0.6616 | 1 | < 0.1% |
| 0.7814 | 1 | < 0.1% |
| 0.7936 | 1 | < 0.1% |
| 0.8991 | 1 | < 0.1% |
| 1.0777 | 1 | < 0.1% |
| 1.1988 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29168 | |
| 19.9289 | 1 | < 0.1% |
| 19.5338 | 1 | < 0.1% |
| 19.4716 | 1 | < 0.1% |
| 19.3955 | 1 | < 0.1% |
| 19.2998 | 1 | < 0.1% |
| 18.8456 | 1 | < 0.1% |
| 18.7857 | 1 | < 0.1% |
| 18.7203 | 1 | < 0.1% |
| 18.1574 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 21901 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.329201 |
| Minimum | 16.38 |
|---|---|
| Maximum | 72.38 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 16.38 |
|---|---|
| 5-th percentile | 23.07 |
| Q1 | 35.9 |
| median | 46.59 |
| Q3 | 55.07 |
| 95-th percentile | 64.25 |
| Maximum | 72.38 |
| Range | 56 |
| Interquartile range (IQR) | 19.17 |
Descriptive statistics
| Standard deviation | 12.351256 |
|---|---|
| Coefficient of variation (CV) | 0.27247902 |
| Kurtosis | -0.74287121 |
| Mean | 45.329201 |
| Median Absolute Deviation (MAD) | 9.42 |
| Skewness | -0.18077741 |
| Sum | 13396320 |
| Variance | 152.55353 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.96 | 4397 | 1.5% |
| 48.72 | 2564 | 0.9% |
| 32.88 | 2547 | 0.9% |
| 46.6 | 1792 | 0.6% |
| 29.66 | 1661 | 0.6% |
| 44.53 | 1638 | 0.6% |
| 48.65 | 1599 | 0.5% |
| 47.11 | 1575 | 0.5% |
| 47.62 | 1509 | 0.5% |
| 35.89 | 1416 | 0.5% |
| Other values (21891) | 274836 |
| Value | Count | Frequency (%) |
| 16.38 | 605 | |
| 16.3802 | 1 | < 0.1% |
| 16.3803 | 1 | < 0.1% |
| 16.3804 | 1 | < 0.1% |
| 16.3805 | 1 | < 0.1% |
| 16.3807 | 1 | < 0.1% |
| 16.381 | 1 | < 0.1% |
| 16.4142 | 1 | < 0.1% |
| 16.4773 | 1 | < 0.1% |
| 16.5294 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 72.38 | 13 | |
| 72.3416 | 1 | < 0.1% |
| 72.2606 | 1 | < 0.1% |
| 72.1933 | 1 | < 0.1% |
| 72.1119 | 1 | < 0.1% |
| 72.0445 | 1 | < 0.1% |
| 71.9638 | 1 | < 0.1% |
| 71.9004 | 1 | < 0.1% |
| 71.9002 | 1 | < 0.1% |
| 71.9001 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 7568 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.813559 |
| Minimum | 23.58 |
|---|---|
| Maximum | 26.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 23.58 |
|---|---|
| 5-th percentile | 23.9 |
| Q1 | 25.74 |
| median | 26.06 |
| Q3 | 26.22 |
| 95-th percentile | 26.5 |
| Maximum | 26.7 |
| Range | 3.12 |
| Interquartile range (IQR) | 0.48 |
Descriptive statistics
| Standard deviation | 0.73421031 |
|---|---|
| Coefficient of variation (CV) | 0.028442816 |
| Kurtosis | 1.8042832 |
| Mean | 25.813559 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -1.6435974 |
| Sum | 7628784.4 |
| Variance | 0.53906478 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26.02 | 27946 | 9.5% |
| 26.14 | 27651 | 9.4% |
| 26.06 | 21508 | 7.3% |
| 26.1 | 21362 | 7.2% |
| 25.98 | 13849 | 4.7% |
| 26.46 | 12545 | 4.2% |
| 26.26 | 11119 | 3.8% |
| 26.22 | 9406 | 3.2% |
| 26.38 | 9061 | 3.1% |
| 26.18 | 7470 | 2.5% |
| Other values (7558) | 133617 |
| Value | Count | Frequency (%) |
| 23.58 | 576 | |
| 23.5802 | 1 | < 0.1% |
| 23.5806 | 1 | < 0.1% |
| 23.5807 | 1 | < 0.1% |
| 23.5809 | 2 | < 0.1% |
| 23.581 | 1 | < 0.1% |
| 23.5811 | 1 | < 0.1% |
| 23.5818 | 1 | < 0.1% |
| 23.5824 | 1 | < 0.1% |
| 23.5825 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 26.7 | 650 | |
| 26.6998 | 1 | < 0.1% |
| 26.6996 | 1 | < 0.1% |
| 26.6981 | 1 | < 0.1% |
| 26.6978 | 1 | < 0.1% |
| 26.697 | 1 | < 0.1% |
| 26.6962 | 1 | < 0.1% |
| 26.6956 | 1 | < 0.1% |
| 26.6952 | 1 | < 0.1% |
| 26.6948 | 1 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11358 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.94466 |
| Minimum | 0 |
|---|---|
| Maximum | 273.7196 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.7539 |
| Q1 | 239.8952 |
| median | 239.9724 |
| Q3 | 240.04558 |
| 95-th percentile | 240.1811 |
| Maximum | 273.7196 |
| Range | 273.7196 |
| Interquartile range (IQR) | 0.150375 |
Descriptive statistics
| Standard deviation | 1.9271699 |
|---|---|
| Coefficient of variation (CV) | 0.0080317267 |
| Kurtosis | 11776.429 |
| Mean | 239.94466 |
| Median Absolute Deviation (MAD) | 0.0751 |
| Skewness | -101.97541 |
| Sum | 70911805 |
| Variance | 3.713984 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.973 | 148 | 0.1% |
| 239.979 | 140 | < 0.1% |
| 239.9726 | 139 | < 0.1% |
| 239.9747 | 138 | < 0.1% |
| 239.9791 | 137 | < 0.1% |
| 239.9764 | 137 | < 0.1% |
| 239.9679 | 137 | < 0.1% |
| 239.9588 | 135 | < 0.1% |
| 239.9771 | 134 | < 0.1% |
| 239.975 | 133 | < 0.1% |
| Other values (11348) | 294156 |
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 36.7433 | 1 | < 0.1% |
| 39.4867 | 1 | < 0.1% |
| 42.6948 | 1 | < 0.1% |
| 44.5664 | 1 | < 0.1% |
| 95.0345 | 1 | < 0.1% |
| 102.8132 | 1 | < 0.1% |
| 110.3395 | 1 | < 0.1% |
| 115.8476 | 1 | < 0.1% |
| 117.4061 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 273.7196 | 1 | |
| 269.3056 | 1 | |
| 262.2621 | 1 | |
| 261.3533 | 1 | |
| 260.3501 | 1 | |
| 259.514 | 1 | |
| 258.0795 | 1 | |
| 257.1495 | 1 | |
| 255.1999 | 1 | |
| 254.2954 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1714 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3552383 |
| Minimum | 0.199 |
|---|---|
| Maximum | 0.901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.199 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.207 |
| 95-th percentile | 0.899 |
| Maximum | 0.901 |
| Range | 0.702 |
| Interquartile range (IQR) | 0.007 |
Descriptive statistics
| Standard deviation | 0.2886625 |
|---|---|
| Coefficient of variation (CV) | 0.81258834 |
| Kurtosis | -0.20501307 |
| Mean | 0.3552383 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3374576 |
| Sum | 104985 |
| Variance | 0.08332604 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 159897 | |
| 0.899 | 24309 | 8.2% |
| 0.201 | 9812 | 3.3% |
| 0.898 | 5660 | 1.9% |
| 0.9 | 5040 | 1.7% |
| 0.202 | 2855 | 1.0% |
| 0.2008 | 2607 | 0.9% |
| 0.2001 | 2597 | 0.9% |
| 0.2003 | 2591 | 0.9% |
| 0.2002 | 2575 | 0.9% |
| Other values (1704) | 77591 |
| Value | Count | Frequency (%) |
| 0.199 | 1130 | |
| 0.1991 | 1281 | |
| 0.1992 | 1368 | |
| 0.1993 | 1290 | |
| 0.1994 | 1375 | |
| 0.1995 | 1314 | |
| 0.1996 | 1331 | |
| 0.1997 | 1436 | |
| 0.1998 | 1395 | |
| 0.1999 | 1380 |
| Value | Count | Frequency (%) |
| 0.901 | 147 | |
| 0.9009 | 101 | |
| 0.9008 | 105 | |
| 0.9007 | 96 | |
| 0.9006 | 103 | |
| 0.9005 | 96 | |
| 0.9004 | 110 | |
| 0.9003 | 99 | |
| 0.9002 | 115 | |
| 0.9001 | 94 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8518 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.733125 |
| Minimum | 0.0326 |
|---|---|
| Maximum | 116.4568 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0326 |
|---|---|
| 5-th percentile | 0.0786 |
| Q1 | 0.4253 |
| median | 2.1729 |
| Q3 | 29.7827 |
| 95-th percentile | 70.2486 |
| Maximum | 116.4568 |
| Range | 116.4242 |
| Interquartile range (IQR) | 29.3574 |
Descriptive statistics
| Standard deviation | 24.035544 |
|---|---|
| Coefficient of variation (CV) | 1.436405 |
| Kurtosis | 0.79169117 |
| Mean | 16.733125 |
| Median Absolute Deviation (MAD) | 2.0913 |
| Skewness | 1.3953001 |
| Sum | 4945207.2 |
| Variance | 577.70737 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71.3877 | 735 | 0.2% |
| 71.9176 | 702 | 0.2% |
| 72.5638 | 700 | 0.2% |
| 73.7788 | 688 | 0.2% |
| 70.2486 | 683 | 0.2% |
| 73.1111 | 680 | 0.2% |
| 68.0747 | 675 | 0.2% |
| 69.6423 | 670 | 0.2% |
| 75.0345 | 666 | 0.2% |
| 70.7619 | 664 | 0.2% |
| Other values (8508) | 288671 |
| Value | Count | Frequency (%) |
| 0.0326 | 1 | < 0.1% |
| 0.0329 | 2 | |
| 0.0332 | 2 | |
| 0.0333 | 1 | < 0.1% |
| 0.0335 | 2 | |
| 0.0336 | 2 | |
| 0.0338 | 4 | |
| 0.034 | 1 | < 0.1% |
| 0.0341 | 3 | |
| 0.0342 | 4 |
| Value | Count | Frequency (%) |
| 116.4568 | 1 | < 0.1% |
| 114.818 | 5 | < 0.1% |
| 113.4868 | 10 | < 0.1% |
| 111.9292 | 4 | < 0.1% |
| 110.6632 | 14 | < 0.1% |
| 109.181 | 13 | < 0.1% |
| 107.9756 | 28 | |
| 106.5634 | 30 | |
| 105.4143 | 43 | |
| 104.0673 | 46 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8227 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.821429 |
| Minimum | 0.0548 |
|---|---|
| Maximum | 135.8172 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0548 |
|---|---|
| 5-th percentile | 0.1403 |
| Q1 | 0.4975 |
| median | 1.6205 |
| Q3 | 33.9269 |
| 95-th percentile | 79.7171 |
| Maximum | 135.8172 |
| Range | 135.7624 |
| Interquartile range (IQR) | 33.4294 |
Descriptive statistics
| Standard deviation | 27.836241 |
|---|---|
| Coefficient of variation (CV) | 1.4789653 |
| Kurtosis | 0.2729895 |
| Mean | 18.821429 |
| Median Absolute Deviation (MAD) | 1.4788 |
| Skewness | 1.3109236 |
| Sum | 5562372.1 |
| Variance | 774.85629 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 81.1822 | 1123 | 0.4% |
| 79.7171 | 1112 | 0.4% |
| 80.5097 | 1109 | 0.4% |
| 82.004 | 1069 | 0.4% |
| 79.0683 | 1033 | 0.3% |
| 77.677 | 1013 | 0.3% |
| 78.3034 | 1006 | 0.3% |
| 82.7015 | 998 | 0.3% |
| 76.9383 | 938 | 0.3% |
| 76.3332 | 924 | 0.3% |
| Other values (8217) | 285209 |
| Value | Count | Frequency (%) |
| 0.0548 | 1 | |
| 0.0584 | 1 | |
| 0.0585 | 1 | |
| 0.0586 | 1 | |
| 0.059 | 2 | |
| 0.0592 | 1 | |
| 0.0595 | 1 | |
| 0.0602 | 1 | |
| 0.0603 | 1 | |
| 0.0606 | 2 |
| Value | Count | Frequency (%) |
| 135.8172 | 1 | < 0.1% |
| 133.9633 | 1 | < 0.1% |
| 124.4448 | 1 | < 0.1% |
| 119.5851 | 1 | < 0.1% |
| 117.8584 | 2 | < 0.1% |
| 116.4568 | 4 | < 0.1% |
| 114.818 | 5 | < 0.1% |
| 113.4868 | 2 | < 0.1% |
| 111.9292 | 7 | < 0.1% |
| 110.6632 | 26 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8211 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.711009 |
| Minimum | 0.055 |
|---|---|
| Maximum | 193.8919 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.055 |
|---|---|
| 5-th percentile | 0.1126 |
| Q1 | 0.6113 |
| median | 5.2356 |
| Q3 | 48.4112 |
| 95-th percentile | 83.0507 |
| Maximum | 193.8919 |
| Range | 193.8369 |
| Interquartile range (IQR) | 47.7999 |
Descriptive statistics
| Standard deviation | 29.529517 |
|---|---|
| Coefficient of variation (CV) | 1.2453927 |
| Kurtosis | -0.48673394 |
| Mean | 23.711009 |
| Median Absolute Deviation (MAD) | 5.1211 |
| Skewness | 0.9710413 |
| Sum | 7007409.2 |
| Variance | 871.99238 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 84.6501 | 1231 | 0.4% |
| 83.0507 | 1124 | 0.4% |
| 85.3974 | 1123 | 0.4% |
| 80.6932 | 1115 | 0.4% |
| 86.3116 | 1104 | 0.4% |
| 83.7703 | 1087 | 0.4% |
| 82.2033 | 1086 | 0.4% |
| 81.51 | 1061 | 0.4% |
| 80.0247 | 1040 | 0.4% |
| 87.0883 | 1036 | 0.4% |
| Other values (8201) | 284527 |
| Value | Count | Frequency (%) |
| 0.055 | 1 | < 0.1% |
| 0.0556 | 1 | < 0.1% |
| 0.0561 | 1 | < 0.1% |
| 0.0562 | 1 | < 0.1% |
| 0.0564 | 1 | < 0.1% |
| 0.0568 | 3 | |
| 0.0572 | 1 | < 0.1% |
| 0.0574 | 1 | < 0.1% |
| 0.0578 | 1 | < 0.1% |
| 0.0579 | 2 |
| Value | Count | Frequency (%) |
| 193.8919 | 1 | < 0.1% |
| 122.1443 | 1 | < 0.1% |
| 115.7553 | 1 | < 0.1% |
| 112.8031 | 3 | < 0.1% |
| 111.2549 | 20 | < 0.1% |
| 109.9965 | 39 | < 0.1% |
| 108.5233 | 45 | |
| 107.3251 | 56 | |
| 105.9214 | 100 | |
| 104.7792 | 112 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7548 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.716693 |
| Minimum | 0.0406 |
|---|---|
| Maximum | 105.8281 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0406 |
|---|---|
| 5-th percentile | 0.1024 |
| Q1 | 2.1711 |
| median | 22.6156 |
| Q3 | 34.5923 |
| 95-th percentile | 51.1162 |
| Maximum | 105.8281 |
| Range | 105.7875 |
| Interquartile range (IQR) | 32.4212 |
Descriptive statistics
| Standard deviation | 17.596796 |
|---|---|
| Coefficient of variation (CV) | 0.81028893 |
| Kurtosis | -0.86685049 |
| Mean | 21.716693 |
| Median Absolute Deviation (MAD) | 15.3906 |
| Skewness | 0.30336642 |
| Sum | 6418021.1 |
| Variance | 309.64722 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34.4447 | 1022 | 0.3% |
| 33.64 | 1015 | 0.3% |
| 33.8093 | 1000 | 0.3% |
| 33.033 | 999 | 0.3% |
| 34.7712 | 991 | 0.3% |
| 32.898 | 987 | 0.3% |
| 32.447 | 987 | 0.3% |
| 34.2691 | 985 | 0.3% |
| 35.7879 | 978 | 0.3% |
| 34.1241 | 977 | 0.3% |
| Other values (7538) | 285593 |
| Value | Count | Frequency (%) |
| 0.0406 | 1 | < 0.1% |
| 0.0413 | 2 | |
| 0.0415 | 4 | |
| 0.0418 | 1 | < 0.1% |
| 0.0419 | 2 | |
| 0.0424 | 1 | < 0.1% |
| 0.0425 | 2 | |
| 0.0426 | 1 | < 0.1% |
| 0.0427 | 1 | < 0.1% |
| 0.043 | 2 |
| Value | Count | Frequency (%) |
| 105.8281 | 1 | < 0.1% |
| 85.5816 | 1 | < 0.1% |
| 80.9098 | 3 | < 0.1% |
| 80.1281 | 1 | < 0.1% |
| 79.2097 | 7 | < 0.1% |
| 78.4601 | 15 | |
| 77.5789 | 16 | |
| 76.8594 | 20 | |
| 76.0133 | 27 | |
| 75.3221 | 33 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7880 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.401413 |
| Minimum | 0.0487 |
|---|---|
| Maximum | 131.5393 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0487 |
|---|---|
| 5-th percentile | 0.1158 |
| Q1 | 1.9206 |
| median | 35.8481 |
| Q3 | 54.0448 |
| 95-th percentile | 81.0192 |
| Maximum | 131.5393 |
| Range | 131.4906 |
| Interquartile range (IQR) | 52.1242 |
Descriptive statistics
| Standard deviation | 28.055098 |
|---|---|
| Coefficient of variation (CV) | 0.83993747 |
| Kurtosis | -1.029783 |
| Mean | 33.401413 |
| Median Absolute Deviation (MAD) | 25.9094 |
| Skewness | 0.28978705 |
| Sum | 9871253.1 |
| Variance | 787.08853 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.4117 | 1416 | 0.5% |
| 49.9804 | 1355 | 0.5% |
| 48.8555 | 1352 | 0.5% |
| 52.1043 | 1350 | 0.5% |
| 48.6068 | 1343 | 0.5% |
| 49.7203 | 1340 | 0.5% |
| 51.7661 | 1331 | 0.5% |
| 49.1574 | 1323 | 0.4% |
| 48.3116 | 1320 | 0.4% |
| 50.296 | 1320 | 0.4% |
| Other values (7870) | 282084 |
| Value | Count | Frequency (%) |
| 0.0487 | 1 | |
| 0.049 | 1 | |
| 0.0495 | 1 | |
| 0.0496 | 1 | |
| 0.0501 | 1 | |
| 0.0502 | 2 | |
| 0.0505 | 2 | |
| 0.0507 | 1 | |
| 0.0508 | 2 | |
| 0.0511 | 2 |
| Value | Count | Frequency (%) |
| 131.5393 | 2 | < 0.1% |
| 129.7955 | 1 | < 0.1% |
| 126.116 | 2 | < 0.1% |
| 124.1949 | 3 | < 0.1% |
| 122.6378 | 9 | < 0.1% |
| 120.8197 | 8 | < 0.1% |
| 119.345 | 18 | |
| 117.6218 | 18 | |
| 116.223 | 22 | |
| 114.5874 | 36 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7842 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.380702 |
| Minimum | 0.0464 |
|---|---|
| Maximum | 145.1587 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0464 |
|---|---|
| 5-th percentile | 0.1247 |
| Q1 | 1.6412 |
| median | 26.1979 |
| Q3 | 52.1297 |
| 95-th percentile | 80.6531 |
| Maximum | 145.1587 |
| Range | 145.1123 |
| Interquartile range (IQR) | 50.4885 |
Descriptive statistics
| Standard deviation | 28.028145 |
|---|---|
| Coefficient of variation (CV) | 0.92256409 |
| Kurtosis | -0.94692948 |
| Mean | 30.380702 |
| Median Absolute Deviation (MAD) | 24.9272 |
| Skewness | 0.49168163 |
| Sum | 8978530.4 |
| Variance | 785.57691 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.2798 | 1193 | 0.4% |
| 49.6055 | 1187 | 0.4% |
| 52.1297 | 1186 | 0.4% |
| 50.2138 | 1181 | 0.4% |
| 51.1251 | 1176 | 0.4% |
| 48.4314 | 1173 | 0.4% |
| 47.8646 | 1172 | 0.4% |
| 49.8802 | 1171 | 0.4% |
| 61.0677 | 1169 | 0.4% |
| 51.7707 | 1158 | 0.4% |
| Other values (7832) | 283768 |
| Value | Count | Frequency (%) |
| 0.0464 | 1 | < 0.1% |
| 0.0484 | 1 | < 0.1% |
| 0.0487 | 1 | < 0.1% |
| 0.0488 | 2 | |
| 0.0494 | 1 | < 0.1% |
| 0.0499 | 2 | |
| 0.0502 | 3 | |
| 0.0505 | 1 | < 0.1% |
| 0.0508 | 1 | < 0.1% |
| 0.0511 | 3 |
| Value | Count | Frequency (%) |
| 145.1587 | 1 | < 0.1% |
| 133.7912 | 1 | < 0.1% |
| 122.0913 | 1 | < 0.1% |
| 118.6302 | 4 | < 0.1% |
| 116.8232 | 2 | < 0.1% |
| 115.3585 | 12 | < 0.1% |
| 113.6483 | 14 | < 0.1% |
| 112.2611 | 13 | < 0.1% |
| 110.6402 | 41 | |
| 109.3244 | 62 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7778 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.598219 |
| Minimum | 0.0536 |
|---|---|
| Maximum | 125.3547 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0536 |
|---|---|
| 5-th percentile | 0.123 |
| Q1 | 2.0136 |
| median | 35.0441 |
| Q3 | 55.0846 |
| 95-th percentile | 82.0372 |
| Maximum | 125.3547 |
| Range | 125.3011 |
| Interquartile range (IQR) | 53.071 |
Descriptive statistics
| Standard deviation | 28.457897 |
|---|---|
| Coefficient of variation (CV) | 0.84700611 |
| Kurtosis | -1.0854013 |
| Mean | 33.598219 |
| Median Absolute Deviation (MAD) | 26.7379 |
| Skewness | 0.29762028 |
| Sum | 9929416 |
| Variance | 809.85188 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 52.0732 | 1404 | 0.5% |
| 51.1767 | 1360 | 0.5% |
| 51.7898 | 1354 | 0.5% |
| 49.4202 | 1350 | 0.5% |
| 49.9924 | 1341 | 0.5% |
| 50.2568 | 1338 | 0.5% |
| 52.4174 | 1334 | 0.5% |
| 52.7077 | 1334 | 0.5% |
| 49.6787 | 1329 | 0.4% |
| 51.4536 | 1327 | 0.4% |
| Other values (7768) | 282063 |
| Value | Count | Frequency (%) |
| 0.0536 | 2 | |
| 0.0538 | 2 | |
| 0.0541 | 1 | |
| 0.0543 | 1 | |
| 0.0544 | 1 | |
| 0.0545 | 2 | |
| 0.0546 | 1 | |
| 0.0549 | 1 | |
| 0.055 | 1 | |
| 0.0551 | 2 |
| Value | Count | Frequency (%) |
| 125.3547 | 1 | < 0.1% |
| 116.9118 | 1 | < 0.1% |
| 115.5214 | 5 | < 0.1% |
| 113.8957 | 9 | < 0.1% |
| 112.5752 | 15 | < 0.1% |
| 111.0301 | 25 | < 0.1% |
| 109.7743 | 46 | < 0.1% |
| 108.304 | 81 | |
| 107.1083 | 106 | |
| 105.7075 | 139 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6209 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.319321 |
| Minimum | 0.0326 |
|---|---|
| Maximum | 106.9859 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0326 |
|---|---|
| 5-th percentile | 0.0996 |
| Q1 | 12.2391 |
| median | 28.1511 |
| Q3 | 43.5025 |
| 95-th percentile | 63.5216 |
| Maximum | 106.9859 |
| Range | 106.9533 |
| Interquartile range (IQR) | 31.2634 |
Descriptive statistics
| Standard deviation | 20.738531 |
|---|---|
| Coefficient of variation (CV) | 0.73231031 |
| Kurtosis | -0.88538316 |
| Mean | 28.319321 |
| Median Absolute Deviation (MAD) | 15.3514 |
| Skewness | 0.14845362 |
| Sum | 8369322.3 |
| Variance | 430.08667 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 54.4724 | 1160 | 0.4% |
| 51.311 | 1150 | 0.4% |
| 52.3446 | 1140 | 0.4% |
| 53.0355 | 1128 | 0.4% |
| 50.3742 | 1126 | 0.4% |
| 51.6712 | 1124 | 0.4% |
| 54.073 | 1111 | 0.4% |
| 49.7495 | 1107 | 0.4% |
| 51.9752 | 1101 | 0.4% |
| 49.415 | 1096 | 0.4% |
| Other values (6199) | 284291 |
| Value | Count | Frequency (%) |
| 0.0326 | 1 | < 0.1% |
| 0.0332 | 1 | < 0.1% |
| 0.0337 | 1 | < 0.1% |
| 0.0338 | 4 | |
| 0.0339 | 1 | < 0.1% |
| 0.0341 | 2 | |
| 0.0344 | 2 | |
| 0.0346 | 1 | < 0.1% |
| 0.0347 | 1 | < 0.1% |
| 0.035 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 106.9859 | 1 | < 0.1% |
| 95.604 | 1 | < 0.1% |
| 93.4149 | 1 | < 0.1% |
| 92.4523 | 1 | < 0.1% |
| 91.3229 | 3 | < 0.1% |
| 90.4024 | 1 | < 0.1% |
| 89.3217 | 2 | < 0.1% |
| 88.4405 | 3 | < 0.1% |
| 87.4055 | 14 | |
| 86.5611 | 17 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6201 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.136113 |
| Minimum | 0.029 |
|---|---|
| Maximum | 91.5335 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.029 |
|---|---|
| 5-th percentile | 0.0967 |
| Q1 | 8.4872 |
| median | 22.6925 |
| Q3 | 37.2693 |
| 95-th percentile | 58.3888 |
| Maximum | 91.5335 |
| Range | 91.5045 |
| Interquartile range (IQR) | 28.7821 |
Descriptive statistics
| Standard deviation | 18.819441 |
|---|---|
| Coefficient of variation (CV) | 0.7797213 |
| Kurtosis | -0.75820298 |
| Mean | 24.136113 |
| Median Absolute Deviation (MAD) | 14.5768 |
| Skewness | 0.35928813 |
| Sum | 7133041.9 |
| Variance | 354.17137 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0971 | 2682 | 0.9% |
| 0.097 | 2621 | 0.9% |
| 0.0972 | 2558 | 0.9% |
| 0.0977 | 2466 | 0.8% |
| 0.0973 | 2395 | 0.8% |
| 0.0978 | 2350 | 0.8% |
| 0.0968 | 2341 | 0.8% |
| 0.0975 | 2334 | 0.8% |
| 0.098 | 2299 | 0.8% |
| 0.0976 | 2298 | 0.8% |
| Other values (6191) | 271190 |
| Value | Count | Frequency (%) |
| 0.029 | 1 | < 0.1% |
| 0.0293 | 1 | < 0.1% |
| 0.0294 | 4 | |
| 0.0296 | 1 | < 0.1% |
| 0.0299 | 1 | < 0.1% |
| 0.03 | 2 | |
| 0.0301 | 3 | |
| 0.0302 | 2 | |
| 0.0303 | 3 | |
| 0.0304 | 4 |
| Value | Count | Frequency (%) |
| 91.5335 | 1 | < 0.1% |
| 90.4623 | 1 | < 0.1% |
| 80.1318 | 1 | < 0.1% |
| 79.4435 | 2 | < 0.1% |
| 76.5489 | 1 | < 0.1% |
| 75.7953 | 2 | < 0.1% |
| 75.1784 | 10 | < 0.1% |
| 74.4511 | 9 | < 0.1% |
| 73.8555 | 21 | |
| 73.1532 | 36 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6398 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.553647 |
| Minimum | 0.0372 |
|---|---|
| Maximum | 139.2366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0372 |
|---|---|
| 5-th percentile | 0.1182 |
| Q1 | 7.7003 |
| median | 24.1369 |
| Q3 | 42.2414 |
| 95-th percentile | 64.6599 |
| Maximum | 139.2366 |
| Range | 139.1994 |
| Interquartile range (IQR) | 34.5411 |
Descriptive statistics
| Standard deviation | 21.299549 |
|---|---|
| Coefficient of variation (CV) | 0.80213273 |
| Kurtosis | -0.82609108 |
| Mean | 26.553647 |
| Median Absolute Deviation (MAD) | 17.6932 |
| Skewness | 0.397209 |
| Sum | 7847505.4 |
| Variance | 453.67079 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1195 | 1683 | 0.6% |
| 0.1197 | 1669 | 0.6% |
| 0.1194 | 1664 | 0.6% |
| 0.1193 | 1650 | 0.6% |
| 0.1199 | 1637 | 0.6% |
| 0.1198 | 1626 | 0.6% |
| 0.1205 | 1591 | 0.5% |
| 0.1201 | 1588 | 0.5% |
| 0.1202 | 1521 | 0.5% |
| 0.1191 | 1493 | 0.5% |
| Other values (6388) | 279412 |
| Value | Count | Frequency (%) |
| 0.0372 | 1 | < 0.1% |
| 0.0375 | 2 | |
| 0.0377 | 1 | < 0.1% |
| 0.0378 | 3 | |
| 0.0379 | 1 | < 0.1% |
| 0.038 | 1 | < 0.1% |
| 0.0383 | 1 | < 0.1% |
| 0.0385 | 2 | |
| 0.0388 | 3 | |
| 0.039 | 2 |
| Value | Count | Frequency (%) |
| 139.2366 | 1 | < 0.1% |
| 105.9214 | 1 | < 0.1% |
| 98.8084 | 1 | < 0.1% |
| 93.6563 | 1 | < 0.1% |
| 90.6767 | 3 | < 0.1% |
| 89.8357 | 6 | < 0.1% |
| 88.8467 | 4 | < 0.1% |
| 88.0388 | 12 | |
| 87.0883 | 20 | |
| 86.3116 | 21 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6283 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.480566 |
| Minimum | 0.0305 |
|---|---|
| Maximum | 100.3335 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0305 |
|---|---|
| 5-th percentile | 0.1078 |
| Q1 | 10.7086 |
| median | 27.7396 |
| Q3 | 44.3081 |
| 95-th percentile | 64.8558 |
| Maximum | 100.3335 |
| Range | 100.303 |
| Interquartile range (IQR) | 33.5995 |
Descriptive statistics
| Standard deviation | 21.334453 |
|---|---|
| Coefficient of variation (CV) | 0.7490881 |
| Kurtosis | -0.89338592 |
| Mean | 28.480566 |
| Median Absolute Deviation (MAD) | 16.5685 |
| Skewness | 0.21008417 |
| Sum | 8416975.7 |
| Variance | 455.15889 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1082 | 2375 | 0.8% |
| 0.1081 | 2243 | 0.8% |
| 0.1089 | 2223 | 0.8% |
| 0.1084 | 2216 | 0.7% |
| 0.1088 | 2165 | 0.7% |
| 0.1086 | 2154 | 0.7% |
| 0.1085 | 2142 | 0.7% |
| 0.108 | 2053 | 0.7% |
| 0.109 | 1995 | 0.7% |
| 0.1078 | 1911 | 0.6% |
| Other values (6273) | 274057 |
| Value | Count | Frequency (%) |
| 0.0305 | 1 | < 0.1% |
| 0.0312 | 2 | |
| 0.0313 | 3 | |
| 0.0315 | 1 | < 0.1% |
| 0.0316 | 2 | |
| 0.0317 | 2 | |
| 0.0318 | 2 | |
| 0.0319 | 4 | |
| 0.032 | 1 | < 0.1% |
| 0.0321 | 2 |
| Value | Count | Frequency (%) |
| 100.3335 | 1 | < 0.1% |
| 96.936 | 1 | < 0.1% |
| 90.1079 | 2 | < 0.1% |
| 89.1159 | 5 | < 0.1% |
| 88.3056 | 9 | < 0.1% |
| 87.3522 | 13 | < 0.1% |
| 86.5731 | 14 | < 0.1% |
| 85.6562 | 23 | |
| 84.9067 | 34 | |
| 84.0241 | 35 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6292 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.696788 |
| Minimum | 0.0334 |
|---|---|
| Maximum | 89.2954 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0334 |
|---|---|
| 5-th percentile | 0.1075 |
| Q1 | 9.8438 |
| median | 26.8138 |
| Q3 | 41.8191 |
| 95-th percentile | 57.6725 |
| Maximum | 89.2954 |
| Range | 89.262 |
| Interquartile range (IQR) | 31.9753 |
Descriptive statistics
| Standard deviation | 19.587231 |
|---|---|
| Coefficient of variation (CV) | 0.73369241 |
| Kurtosis | -0.90441257 |
| Mean | 26.696788 |
| Median Absolute Deviation (MAD) | 15.4145 |
| Skewness | 0.12739103 |
| Sum | 7889808.6 |
| Variance | 383.65961 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1088 | 1249 | 0.4% |
| 0.1087 | 1208 | 0.4% |
| 50.6129 | 1190 | 0.4% |
| 51.8182 | 1184 | 0.4% |
| 49.4614 | 1183 | 0.4% |
| 0.1086 | 1182 | 0.4% |
| 52.7888 | 1173 | 0.4% |
| 0.1084 | 1171 | 0.4% |
| 48.3602 | 1170 | 0.4% |
| 51.5393 | 1164 | 0.4% |
| Other values (6282) | 283660 |
| Value | Count | Frequency (%) |
| 0.0334 | 2 | |
| 0.0337 | 1 | < 0.1% |
| 0.0338 | 1 | < 0.1% |
| 0.034 | 2 | |
| 0.0341 | 2 | |
| 0.0343 | 1 | < 0.1% |
| 0.0344 | 3 | |
| 0.0347 | 2 | |
| 0.0348 | 4 | |
| 0.0349 | 2 |
| Value | Count | Frequency (%) |
| 89.2954 | 1 | < 0.1% |
| 88.4834 | 1 | < 0.1% |
| 87.5281 | 6 | < 0.1% |
| 86.7475 | 2 | < 0.1% |
| 85.8287 | 3 | < 0.1% |
| 85.0777 | 17 | < 0.1% |
| 84.1934 | 20 | |
| 83.4702 | 27 | |
| 82.6184 | 48 | |
| 81.9217 | 40 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6375 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.492004 |
| Minimum | 0.0334 |
|---|---|
| Maximum | 86.5605 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0334 |
|---|---|
| 5-th percentile | 0.1011 |
| Q1 | 7.9663 |
| median | 22.3557 |
| Q3 | 37.0376 |
| 95-th percentile | 54.8616 |
| Maximum | 86.5605 |
| Range | 86.5271 |
| Interquartile range (IQR) | 29.0713 |
Descriptive statistics
| Standard deviation | 18.060618 |
|---|---|
| Coefficient of variation (CV) | 0.76879853 |
| Kurtosis | -0.82114607 |
| Mean | 23.492004 |
| Median Absolute Deviation (MAD) | 14.6425 |
| Skewness | 0.29650641 |
| Sum | 6942685.9 |
| Variance | 326.18592 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1027 | 1218 | 0.4% |
| 0.1029 | 1123 | 0.4% |
| 0.103 | 1118 | 0.4% |
| 0.1023 | 1102 | 0.4% |
| 0.1026 | 1087 | 0.4% |
| 0.1025 | 1084 | 0.4% |
| 0.1039 | 1073 | 0.4% |
| 0.1031 | 1017 | 0.3% |
| 0.1022 | 1008 | 0.3% |
| 0.1042 | 997 | 0.3% |
| Other values (6365) | 284707 |
| Value | Count | Frequency (%) |
| 0.0334 | 1 | < 0.1% |
| 0.0336 | 1 | < 0.1% |
| 0.0337 | 2 | |
| 0.0338 | 1 | < 0.1% |
| 0.0339 | 2 | |
| 0.0341 | 1 | < 0.1% |
| 0.0344 | 3 | |
| 0.0346 | 2 | |
| 0.0348 | 2 | |
| 0.0349 | 2 |
| Value | Count | Frequency (%) |
| 86.5605 | 1 | < 0.1% |
| 81.016 | 1 | < 0.1% |
| 78.7567 | 2 | < 0.1% |
| 78.1157 | 1 | < 0.1% |
| 76.7411 | 2 | < 0.1% |
| 76.0113 | 2 | < 0.1% |
| 75.4135 | 8 | |
| 74.7083 | 9 | |
| 74.1305 | 9 | |
| 73.4487 | 13 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6250 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.557879 |
| Minimum | 0.032 |
|---|---|
| Maximum | 117.4239 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.032 |
|---|---|
| 5-th percentile | 0.107 |
| Q1 | 9.7269 |
| median | 27.6855 |
| Q3 | 47.0102 |
| 95-th percentile | 69.4831 |
| Maximum | 117.4239 |
| Range | 117.3919 |
| Interquartile range (IQR) | 37.2833 |
Descriptive statistics
| Standard deviation | 22.895443 |
|---|---|
| Coefficient of variation (CV) | 0.77459695 |
| Kurtosis | -0.97631509 |
| Mean | 29.557879 |
| Median Absolute Deviation (MAD) | 18.8122 |
| Skewness | 0.27734614 |
| Sum | 8735358.4 |
| Variance | 524.20132 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.108 | 2321 | 0.8% |
| 0.1074 | 2257 | 0.8% |
| 0.1079 | 2251 | 0.8% |
| 0.1082 | 2231 | 0.8% |
| 0.1072 | 2161 | 0.7% |
| 0.1075 | 2097 | 0.7% |
| 0.1071 | 2088 | 0.7% |
| 0.1077 | 2083 | 0.7% |
| 0.1078 | 2014 | 0.7% |
| 0.1083 | 1964 | 0.7% |
| Other values (6240) | 274067 |
| Value | Count | Frequency (%) |
| 0.032 | 1 | < 0.1% |
| 0.0321 | 2 | < 0.1% |
| 0.0322 | 4 | |
| 0.0324 | 3 | |
| 0.0325 | 1 | < 0.1% |
| 0.0326 | 5 | |
| 0.0328 | 1 | < 0.1% |
| 0.0329 | 3 | |
| 0.033 | 6 | |
| 0.0332 | 3 |
| Value | Count | Frequency (%) |
| 117.4239 | 1 | < 0.1% |
| 93.4235 | 1 | < 0.1% |
| 90.595 | 1 | < 0.1% |
| 89.5776 | 3 | < 0.1% |
| 87.7697 | 1 | < 0.1% |
| 86.9716 | 3 | < 0.1% |
| 86.0327 | 4 | < 0.1% |
| 85.2654 | 12 | |
| 84.3623 | 15 | |
| 83.6241 | 22 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 63.0844 | 25.3805 | 242.4995 | 0.2004 | 61.4100 | 69.1448 | 56.9725 | 39.4097 | 67.3691 | 65.3771 | 69.6844 | 73.9623 | 60.4667 | 64.6599 | 62.9890 | 60.8831 | 57.0349 | 68.3837 |
| 1 | 0.310 | 0.0 | 62.4366 | 25.4364 | 242.0791 | 0.2000 | 53.4898 | 64.1020 | 66.0832 | 38.1853 | 65.3611 | 62.9311 | 62.6718 | 60.1664 | 62.2706 | 70.3356 | 69.4325 | 57.6725 | 54.8616 | 68.3837 |
| 2 | 0.619 | 0.0 | 60.2180 | 25.6280 | 241.8586 | 0.2000 | 49.5111 | 58.5022 | 60.1967 | 35.7879 | 58.3847 | 58.8476 | 61.3071 | 70.1254 | 60.4667 | 64.6599 | 62.4980 | 59.2350 | 55.8946 | 69.4831 |
| 3 | 0.929 | 0.0 | 57.9922 | 25.8202 | 241.6374 | 0.2000 | 44.2356 | 53.7895 | 58.9374 | 35.1038 | 58.7416 | 54.5217 | 55.4047 | 61.0769 | 64.1837 | 67.6646 | 67.8697 | 55.7972 | 54.4839 | 67.8952 |
| 4 | 1.238 | 0.0 | 55.7737 | 26.0118 | 241.4170 | 0.2000 | 42.2707 | 50.3972 | 54.1325 | 33.6400 | 51.7661 | 52.1297 | 55.7936 | 68.2983 | 60.4667 | 64.6599 | 61.2250 | 55.4749 | 55.1804 | 70.6179 |
| 5 | 1.546 | 0.0 | 53.5645 | 26.2025 | 241.1974 | 0.2000 | 39.1977 | 47.8754 | 53.8273 | 33.5001 | 53.6815 | 51.1251 | 52.7077 | 62.5385 | 60.4667 | 62.3092 | 68.3506 | 54.7785 | 53.8044 | 67.3181 |
| 6 | 1.856 | 0.0 | 51.3409 | 26.3945 | 240.9764 | 0.2000 | 36.7027 | 43.5478 | 50.3585 | 31.8810 | 50.5620 | 49.2798 | 52.0732 | 67.1654 | 60.0710 | 65.0981 | 60.3791 | 56.5195 | 53.5010 | 68.9791 |
| 7 | 2.165 | 0.0 | 49.1245 | 26.5859 | 240.7561 | 0.2000 | 33.2779 | 39.1977 | 49.5202 | 32.7375 | 51.1571 | 48.6935 | 49.4202 | 62.5385 | 60.4667 | 63.7159 | 66.2834 | 53.0811 | 52.2052 | 66.2847 |
| 8 | 2.475 | 0.0 | 48.7300 | 26.6200 | 240.6944 | 0.2000 | 31.8970 | 34.0744 | 46.5604 | 30.9473 | 47.7793 | 46.4788 | 49.9924 | 62.9816 | 60.0710 | 64.6599 | 59.9272 | 53.0811 | 53.8044 | 70.0976 |
| 9 | 2.782 | 0.0 | 48.7300 | 26.6200 | 240.6672 | 0.1998 | 28.3845 | 29.0583 | 45.5763 | 32.1616 | 49.9804 | 45.9557 | 48.3134 | 63.5216 | 58.7630 | 61.0401 | 65.2954 | 52.7888 | 50.9695 | 67.3181 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295524 | 90906.948 | 0.0 | 60.73 | 25.98 | 0.0 | 0.2000 | 3.5934 | 1.7759 | 6.5753 | 21.5249 | 38.4192 | 33.0403 | 38.3745 | 55.6363 | 45.2932 | 58.1498 | 58.6825 | 53.7355 | 44.1536 | 65.2822 |
| 295525 | 90907.253 | 0.0 | 60.73 | 25.98 | 0.0 | 0.2009 | 3.0282 | 1.5751 | 5.5335 | 21.4542 | 37.9253 | 30.9981 | 37.6964 | 54.0730 | 45.2932 | 55.5168 | 57.1452 | 54.0991 | 45.5628 | 71.2524 |
| 295526 | 90907.560 | 0.0 | 60.73 | 25.98 | 0.0 | 0.2000 | 2.5870 | 1.4194 | 4.6925 | 20.4130 | 36.7720 | 28.9754 | 35.3355 | 55.6363 | 44.3207 | 58.1498 | 56.4058 | 50.9361 | 42.8272 | 63.8761 |
| 295527 | 90907.866 | 0.0 | 60.73 | 25.98 | 0.0 | 0.2006 | 2.2317 | 1.2918 | 4.0161 | 19.8925 | 36.6290 | 27.9587 | 34.7573 | 52.6564 | 43.5967 | 57.7289 | 57.9038 | 52.1567 | 43.2606 | 64.8363 |
| 295528 | 90908.171 | 0.0 | 60.73 | 25.98 | 0.0 | 0.2000 | 1.9539 | 1.1917 | 3.4787 | 19.5626 | 35.5501 | 25.8558 | 33.8007 | 52.3446 | 43.1405 | 54.8161 | 57.5565 | 53.0811 | 43.2606 | 63.8761 |
| 295529 | 90908.476 | 0.0 | 60.73 | 25.98 | 0.0 | 0.2000 | 1.7284 | 1.1087 | 3.0386 | 19.6714 | 34.2792 | 23.9056 | 32.0113 | 50.3742 | 43.1405 | 55.1962 | 58.3260 | 51.8182 | 44.8261 | 69.4831 |
| 295530 | 90908.783 | 0.0 | 60.73 | 25.98 | 0.0 | 0.2000 | 1.5470 | 1.0396 | 2.6848 | 18.4821 | 33.2111 | 22.4050 | 30.3970 | 51.9752 | 44.0625 | 58.9374 | 56.8068 | 51.8182 | 43.0232 | 63.8761 |
| 295531 | 90909.087 | 0.0 | 60.73 | 25.98 | 0.0 | 0.2000 | 1.3983 | 0.9814 | 2.3958 | 17.7848 | 32.2057 | 20.6785 | 29.1340 | 50.0315 | 42.2556 | 55.9066 | 56.8068 | 52.1567 | 42.1739 | 63.3641 |
| 295532 | 90909.392 | 0.0 | 60.73 | 25.98 | 0.0 | 0.2000 | 1.2752 | 0.9325 | 2.1599 | 17.4309 | 30.2442 | 18.7741 | 27.7831 | 49.4150 | 43.8496 | 55.9066 | 55.6851 | 50.9361 | 42.4022 | 62.4461 |
| 295533 | 90909.697 | 0.0 | 60.73 | 25.98 | 0.0 | 0.2000 | 1.1728 | 0.8899 | 1.9624 | 16.6820 | 28.9097 | 17.2133 | 26.0509 | 50.3742 | 44.3207 | 55.1962 | 55.6851 | 50.3466 | 42.4022 | 62.4461 |